Ryan Rouse

Growth advisor to consumer businesses with a focus on every line of the P&L | Previously, Co-Founder at Factor Meals (acquired), CEO at Highkey

Growth-minded CPG leader with deep experience across finance, brand building, and operational leadership.

After more than a decade in finance—culminating in an eight-year tenure at Merrill Lynch—I co-founded Factor_, a ready-to-eat meal delivery company that went on to be acquired by HelloFresh for $277M in 2020.

I joined HighKey Snacks as Chief Marketing Officer and later CEO, guiding the low-sugar snack brand through rapid expansion and an acquisition in 2024.

I'm currently the President of MALK Organics, a fast-growing, near nine-figure brand redefining the plant-based milk category with its commitment to clean, organic ingredients and uncompromising quality.

And I write a newsletter about what it really takes to grow—your company, your mindset, your tolerance for chaos:
​
​• The unfiltered truth about building a brand
• Why “strategy” isn’t always strategic
• What to do when everything feels on fire
• Mindset shifts that keep you sane(ish)​
• Founder mistakes, market moves, and lessons I’m still learning​
​
​Part playbook, part perspective shift.
For anyone trying to grow something—and keep their head on straight.

Sign up using the link here (or below my profile pic above): https://ryanrouse.me/

Vice President | Partner

Data driven investors in early stage consumer brands. 

Watched someone's face light up yesterday. 

I'd just told them their bonus number.

Not a polite smile. Not a professional nod.

Their entire face changed.

After a killer 2025 at MALK, I got to sit down with my team over the last few days and share what they'd earned.

These conversations are my favorite part of leadership.

Not because I'm handing out money. Because I'm watching bets pay off.

Every hire is a bet. Every promotion. Every time you give someone more responsibility than they've had before, you're betting they'll rise to it.

Most of those bets don't feel safe when you make them.

You're trusting people before they've proven they can handle it. Giving them room to fail. Hoping like hell they don't.

And then you get a year like this one.

Where chaos turned into wins. Grind turned into growth. And the people you bet on delivered more than you imagined.

That's the payoff.

Not the revenue. Not the milestones.

Watching someone realize their work mattered (and was recognized).

Never been on a Forbes list // President @ MALK Organics // Follow for posts about the highs and lows of building consumer brands from 13+ years in the trenches actually doing it

MALK made the Bain 2026 US Insurgent Brands list 👀 

What I love about this list is it's numbers based (i.e., not a popularity contest.)

• Greater than $35MM in revenue
• Grown at least 10x faster than their category average over the last 5 years
• Maintained positive growth over the past 2 years

A couple other stats that stand out. 

- While the overall market grew less than 2% in 2025, the insurgents captured 36% of market growth.

- Insurgents grew volumes by approximately 55% year over year in a market where overall volumes were largely flat, demonstrating that their growth reflects real consumer demand, not just price inflation.

- Insurgent brands continue to be at the forefront of where consumer demand is accelerating with 44% of the brands featuring natural or organic claims. 

I'm proud of what we're building at MALK. 

And honored to sit alongside the other amazing Brands on this list. 

Let's get after it once again in 2026!

We’re debuting our new Cleaner Creamers at Expo West.

Organic, dairy-free, and made without gums, oils, or natural flavors. 

One thing we all need at Expo is coffee (duh), so come have a cold brew on us at our Cleaner Creamer Coffee Bar outside of Hall E (S21). 

Or explore the full MALK lineup (and more) at our main booth N322.

Lastly, we're also hosting a happy hour on Thursday 3/5, from 4-5PM — where MALKtinis will also make their debut :)

See you there!

(Full details in the link in the comments)

I turn 47 today.

Five years ago, I wrote a post on my 42nd birthday about entering my prime.

Looking back, I was right. But I underestimated what was coming.

Because every year since then, I've finished even stronger than I started.

Not older. Stronger.

Mentally. Physically. Emotionally.

Patience made me stronger mentally.

I stopped needing everything to happen right now. The urgency that used to consume me is more controlled. The more I let things unfold, the quieter my mind gets. Clearer. 

Acceptance made me stronger emotionally.

I stopped fighting what I can't control. The setbacks, disappointments, and other people's opinions that used to stunt me... I learned to let them pass through instead of take up residence.

Balance made me stronger physically.

I stopped treating my body like it was separate from everything else. Sleep matters. Recovery matters. I'm in better shape at 47 than I was at 37 because I finally stopped grinding myself into the ground.

Focus made me stronger universally. 

I stopped giving F's to things that don't fill me up. Relationships, opportunities, envy of other's people's highlight reels on social media. 

I'm still a work in progress, but recognize and acknowledge that if I'm going to grow, those are the areas that need to be more developed. So I work on them. 

At 22, I thought 47 was ancient.

At 47, I know the truth.

I'm not declining. I'm compounding.

Every hard conversation. Every failure I sat with instead of ran from. Every time I chose the long game over the quick win.

It all stacks.

So if the 22-year-old version of me showed up today, I'd tell him the same thing I said five years ago:

You have no shot against this version of me.

But now I'd add one thing:

You won't have a shot against the 60-year-old version either.

We’re hiring a Director of Finance.

You’ll report directly to and work closely with our CFO Jay Stone. 

MALK is growing fast with a smaller team which means you’ll have meaningful ownership and impact.

It also means we need a builder. 

Someone comfortable operating in the fast-moving, messy world of high-growth CPG.

You’ll partner closely with Sales, Marketing, Category Insights, and Demand Planning to help us understand what’s driving growth and how we invest to scale the business.

We have a culture we protect furiously. 

A group of humans who are all different, but who have common traits. 

Self motivated, open minded, intellectually curious, and cool. 

Last thing I’ll say is this.

This place is special. And will be one of the most fun and rewarding work experiences of your life if you’re the right fit. 

I don’t just believe that. I know it. 

If you’re interested, or know someone great, email hr@malkorganics.com. 

Or text me if you know me.

I've never met a happy person in a hurry.

Last week I looked down and realized I'd eaten an entire lunch without tasting a single bite.

Fork in one hand. Slack in the other. Eyes on the next call starting in 4 minutes.

I couldn't tell you what I ate. I was already somewhere else.

And I thought: what am I actually racing toward?

Look, I get it. Speed wins. 

I've built my entire career on moving fast. I preach it constantly.

But there's a difference between moving with urgency and living in a constant state of hurry.

Urgency is a choice. Hurry is a disease.

Urgency says "this matters, let's go."
Hurry says "this moment isn't good enough. I need to be somewhere else."

Every time you're rushing, you're basically telling yourself: I don't want to be here. I want to be there.

"There" is always some future moment. When the deal closes. When the launch is done. When you're "further along."

You know what you'll find when I got there?

Another "there."

Happiness isn't waiting for you at the finish line.

It's not in the next milestone or the cleared inbox or the lunch you inhaled at your desk.

It's here. Right now. 

Even if "here" isn't where you thought you'd be.

If you can't get your arms around that, happiness will always elude you.

—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

Stop trying to be Steve Jobs.

He's the exception, not the rule.

An entire generation of founders watched the turtleneck tantrums and thought that was the playbook for great leadership. 

It's not.

I've watched brilliant people flame out because nobody wanted to work with them.

Being easy to work with is a competitive advantage.

Nice people make more friends.
Nice people create more loyalty from colleagues.
Friends and loyal colleagues expand your network.
Your network brings more opportunity.

The math is simple.

Be decent.

—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

There’s nothing like putting your skills to the test.

I say it to the team all the time. 

No doubt they’re sick of hearing it. 

But getting the chance to put your hard work to the test is a privilege. 

Full stop. 

I’ve worked really hard on my jiu jitsu since picking it up 3.5 years ago. 

And love to compete in tournaments because what better way to test skills than that?

This is me getting a choke submission in the gold medal match at the Austin Open last week. 

Stoke Level = Off The Charts

Really proud of the work I’ve put in regardless of the outcome. 

But winning is pretty sweet.

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I used to think good leaders had an opinion on everything.

Every deck. Every decision. Every damn detail.

If someone brought me something, I had to weigh in. That was my job, right?

Wrong.

I was exhausting my team and myself.

Not everything demands your judgment.

You're actually allowed to say "I trust your call on this."

You can sit in a meeting and just listen. You can let your direct report run with their idea without inserting yourself into every corner of it.

The best leaders I know? They're selective about where they spend their opinion capital.

They know the difference between:

• Things that need their input
• Things that need their approval
• Things that need neither

When you comment on everything, two things happen:

Your team stops thinking for themselves. And you become the bottleneck.

So now I ask myself: Does this actually need me? Or do I just want to feel important?

Most of the time, it's the latter.

Shutting up is a skill. And it might be the most underrated one in leadership.

—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

Nothing will advance your career faster than being able to connect with other humans.

It trumps every other skill by a country mile.

This starts with you making everything less about you and more about them.

Ironically, even though it's the most important skill to get you into a leadership position, it's actually more important once you get there.


—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

The best leaders don't announce themselves.

Sure, you can feel their presence.

But when they're with their team, there's no performance. 

No need to remind everyone they're the boss.

Their authority comes from how they listen. How they ask questions instead of giving orders. How they make space for others to shine.

The insecure ones do the opposite.

They interrupt. 
They dominate conversations. 
They make damn sure you know they're running the show.

But real leadership shows up in the room without saying a word. 

People lean in when they speak. 
Decisions get made faster. 
The team moves with confidence.

That's the tell.

If someone has to constantly remind you they're in charge, they probably aren't.

Your best relationships aren't built in the good times.

They're forged in the shit storms.

When revenue's down. When you're making layoffs. When the product launch flops and everyone's pointing fingers.

That's when you find out who's really on your team.

I've watched partnerships crumble during growth phases that should've been celebrations. And I've seen teams get tighter during crises that should've torn them apart.

The difference?

How you communicate when it's hard. 

Whether you protect respect even when you disagree. If you can trust each other when the path forward isn't clear.

You can't go back to the early days when everything felt simple. When the stakes were lower and disagreements didn't matter as much.

And honestly? You shouldn't want to.

Because every hard conversation, every tense board meeting, every moment you chose trust over ego made you stronger.

The relationships that survive the pressure are the ones worth keeping.

Everything else is just networking.

Self reflection is in short supply.

Most people are so damn sure they're right.

I get it. Confidence feels good. Certainty is comfortable.

But what I've learned in nearly 47 years on this planet is the most dangerous thing you can do is stop asking yourself one simple question:

Am I wrong?

Not once in a while. Regularly.

Pick something you're convinced of and argue against yourself. Make the best case you can for the opposite view.

You'll either strengthen your position or realize you need to change it.

Either way, you win.

The people who do this consistently? They make better decisions. They build stronger teams. They avoid costly mistakes.

The ones who don't? 

They get blindsided by their own blind spots.


—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

People who tell you to "enjoy the journey" have already finished theirs.

They're not wrong. They're just not useful.

When I was grinding 90-hour weeks at Factor_, people would say "enjoy the process!"

I wasn't enjoying anything. I was trying not to go bankrupt.

You can't enjoy drowning while you're drowning. You're just trying to breathe.

Here's what actually helps:

• Permission to not love every moment
• Knowing survival mode is temporary
• Understanding gratitude comes later

Stop beating yourself up for not loving the grind.

The appreciation comes when you've got bandwidth for it.

Right now? Just keep climbing.

—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

Intelligence isn't why leaders fail.

They fail because they can't connect.

I watched a VP with all the talent in the world lose his team in 6 months. Not because the plan was wrong. Because no one wanted to follow him.

He couldn't read a room. Couldn't give feedback without destroying morale. Couldn't build trust.

The gap between good and great leadership isn't IQ. It's EQ.

You can be the smartest person in the building and still create a vibe people don't enjoy.

Because leadership isn't about being right. It's about bringing people along with you.

Your direct reports. 
Your counterparts. 
Your boss. 

The hard skills get you in the door. The soft skills determine how far you go.

If you're stuck at a certain level, ask yourself: Is it really your capabilities holding you back? Or is it how you make people feel?

Start there.

The hardest workers at startups aren't always the ones who get promoted.

I've watched this play out dozens of times across three companies.

Everyone's grinding. Everyone's busy. That's table stakes.

The difference? It's not who works the most hours.

It's who takes ownership of their own growth.

Take two different people. Both talented. Both working their asses off.

One finishes a project and asks "what's next?" before you even have time to think about it. She spots gaps in your process and just... fixes them. Builds skills you didn't even know you needed yet.

The other does his job well. Really well. But he waits. Waits for you to assign the next thing. Waits for feedback. Waits for someone to tap him on the shoulder and say "here's your growth opportunity."

Guess which one gets promoted?

Here's the reality at a startup: No one has time to manage your career development for you.

Your boss is putting out fires. Your company is trying not to die. There's no HR department building you a nice little development plan.

If you're waiting for that, you're already behind.

The people who make it aren't necessarily the smartest or most experienced.

They're the ones who look at their current role and ask "what's next?" without being prompted.

They find the gaps. They raise their hand. They build new skills before they need them.

The others? They're always surprised when growth opportunities go to someone else.

Stop waiting. Start owning.


—

I write emails. Unfiltered takes from 12+ years building brands.

It's free. Subscribe (or don't):

https://ryanrouse.me/

I used to think confidence was more correlated to competence.

That the person dominating the conversation must know what they're talking about.

I was wrong.

Tens of thousands of meetings over the decades taught me this lesson the hard way.

The pattern is always the same.

Someone walks in with all the answers. Voice loud. Presence commanding.

Most people defer to them because of the volume and presence.

But...

The quiet ones. The people who didn't fight for airtime. Who wait until everyone else has spoken before they say anything at all.

They aren't quiet because they have nothing to say.

They're quiet because they were actually thinking. Processing.

Connecting dots that everyone else misses while they're busy talking.

I've watched entire strategies shift because someone who barely said a word for 45 minutes finally raised their hand and pointed out the one thing everyone else overlooked.

The flaw in the logic. The customer insight we missed. The operational reality that would kill the whole plan.

But here's the thing.
If you're not paying attention, you'll miss it entirely.

Because those voices don't demand space. They don't interrupt. They don't repeat themselves three times to make sure everyone heard.

They say it once. Quietly. And if you're not listening, it's gone.

The quiet people aren't always right.

But when they're wrong? They're wrong in interesting ways.

Ways that make you think differently. Ways that open up new angles you hadn't considered.

Real insight doesn't need volume.

It needs space. And attention. And someone willing to create room for it to surface.

If you're leading a team, this matters more than you think.

Because the breakthrough idea you're looking for? It's probably already in the room.

It's just not screaming at you.

It's sitting quietly in the corner, waiting for someone to notice.

Pay attention to the people who don't fight for airtime.

Ask them what they think.

Then shut up and listen.

You might be surprised what you've been missing.

Momentum is the most powerful force in business.

It's intoxicating. And finicky as hell.

When you have it, deals close faster. Hiring gets simpler. Problems suddenly have solutions.

That part is obvious. The part that isn't... 

Your team doesn't feel it the way you do.

They're in the weeds. Focused on tasks. They don't see the pattern you're seeing.

So when momentum's on your side, your job isn't just to ride it.

It's to make sure everyone else feels it too.

Point it out. Celebrate wins. Connect the dots between their work and the results. 

So you can get the most out of it when the winds are at your back. 

Because it can disappear as fast as it arrived.

Consuming content doesn't build confidence.

Doing does.

I spent years thinking I needed one more book, one more course, one more framework before I was ready. Spoiler: I was never ready.

The confidence I have now didn't come from any of that.

It came from:

• Launching things that flopped
• Making calls I wasn't sure about
• Building Factor_ with no roadmap
• Getting it wrong, then getting it right

You can watch every YouTube video on swimming. But you don't learn to swim until you're in the water.

Same with business. Same with parenthood. Same with life.

The reps are the education. The failures are the curriculum. The wins are just proof you survived long enough to figure it out.

Stop waiting until you feel ready. You won't.

Start before you're confident. That's how confidence actually gets built.

Jeremy Prasetyo

World Champion turned Cyberpreneur | Building an AI SaaS company to $1M ARR and sharing my insights along the way | Co-Founder & CEO, TRUSTBYTES

While everyone's talking about AI, the Agentic Web and Web3,
few understand how to turn them into competitive advantage, 
even fewer into institutional advantage.
That's where I come in.

I'm a former World Champion turned Tech Founder and Emerging Technology Strategist who decodes tomorrow's tech for today's leaders. 
Through my unique ability to break down complex technologies into actionable strategies, I help organizations transform uncertainty into opportunity.

As CEO of TRUSTBYTES and an internationally recognized keynote speaker, I bridge the gap between cutting-edge innovation and real-world implementation. 

My expertise spans:

→ Emerging Tech Translation
- Transforming AI and blockchain complexities into clear strategic advantages
- Converting technological uncertainty into market-leading opportunities
- Building innovation flywheels that compound over time

→ Leadership Acceleration
- Mentoring the next generation of tech-savvy leaders
- Guiding institutional transformation with practical frameworks
- Creating bridges between legacy systems and emerging technologies

→ Strategic Innovation
- Designing AI-driven business flywheels that scale
- Developing institutional-grade technology strategies
- Engineering frameworks for sustainable growth

Through high-impact keynotes, executive mentorship, and hands-on leadership, I empower decision-makers to turn technological complexity into market dominance. 

My approach merges deep technical insight with battle-tested business acumen, helping organizations thrive in rapid change.

Tech moves fast.
Markets move faster.
But institutional transformation?
That's where most leaders get stuck.
I'm here to change the game.

Follow me for actionable insights on emerging tech, leadership, and exponential growth. 

Let's build tomorrow's advantages today.

CEO & Co-Founder

FIGHTING CYBERCRIME LIKE IT'S 2030
Find more bugs in less time while saving up to 80% of cybersecurity resources.

HOW IT WORKS
TRUSTBYTES secures exponential technologies like Web 3.0, AI or Quantum TECH with its advanced AI that delivers unparalleled accuracy. By deploying self-learning AI agent swarms that adapt to evolving threats we protect systems with superior vulnerability detection and mitigation.

THE PROBLEM
$8 Trillion in Damages
Cybercrime Damages did cost the world $8 trillion USD in 2023.
Until now, global cybercrime costs grew by 15 percent each year.
But this number will grow exponentially, as hackers start using AI or even Quantum TECH.

Threat to Humanity
Warren Buffett calls cybercrime the biggest problem facing humanity - a threat exceeding nuclear weapons.
The answer lies in fighting fire with fire through AI counterforce.
TRUSTBYTES is that enabler for CISOs - an advanced AI system augmenting human experts to proactively remediate cyber threats before damage occurs.

OUR SOLUTION - SECURING EXPONENTIAL TECHNOLOGIES

➝ Web 3.0 - Smart Contract Auditing Suite

➝ Securing AI Systems

➝ Securing the Quantum TECH era


For more details visit: trustbytes.io

The advice that changed everything for Matthew McConaughey 
⤵

Most people don’t need permission to chase their dream.
They need someone to look them in the eye and say:
"If you're gonna do it - do it right. No excuses."

That's exactly what Matthew McConaughey got.

One sentence from his father became the launchpad for everything:
"Don't half-ass your dream."

It wasn’t comfort.
It wasn’t praise.
It was the wake-up call we all need.

Let’s break it down:

1/
 ➠ Permission vs. expectation

 ➝ We're raised to seek approval
 ➝ And to follow safe, respectable paths
 ➝ But "safe" often leads to silent resentment

↳ So stop playing by rules that were never yours


2/
 ➠ McConaughey's moment

 ➝ He was set for law school
 ➝ But wanted to chase film instead
 ➝ He feared disappointment

↳ What he got was belief - because he owned the choice


3/
 ➠ What his dad really said

 ➝ "Don't half-ass it" meant: go all in
 ➝ It wasn’t coddling - it was a challenge
 ➝ If you choose it, then back it with force

↳ Commitment is the cost of clarity


4/
 ➠ What that means for you

 ➝ Dreams aren't hobbies
 ➝ They're responsibilities
 ➝ And they demand effort

↳ Half-hearted effort kills more dreams than failure ever will


5/
 ➠ Why it still matters

 ➝ Owning your path inspires others
 ➝ Taking action changes identity
 ➝ Regret haunts the untried

↳ One act of courage often unlocks another


Most people wait for belief.
For an external validation.
For someone's permission.
But belief is earned by doing - not by waiting.


▶ What if "support" looked more like challenge?
▶ Who's waiting for you to act so they can believe?
▶ When was the last time you didn’t half-ass something?


//

Repost this ⇄

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Source: Matthew McConaughey, “Greenlights”

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Follow me for daily posts on emerging tech and growth: https://lnkd.in/gqzS_9Tf

//

World Champion turned Entrepreneur | Follow me for emerging tech, leadership and growth topics | Co-Founder & CEO, TRUSTBYTES (Techstars ’25)

China isn’t replacing classrooms with AI.
They’re testing what happens when humans become data.
⤵

That distinction matters.

This is not about futuristic furniture.
Not about tablets built into desks.

It’s about what changes when learning is continuously measured.
And when behavior becomes a metric.


1/

➠ this is still an experiment
not nationwide
not universal
not evenly distributed
Only selected schools.
Mostly well funded regions.
Mostly pilot programs.

That’s how big shifts always start.
Quietly.
Before they scale.


2/
➠ what is actually being measured
interaction
posture
attention
response speed

Screens replace paper.
Sensors track behavior.
Dashboards summarize students.

Teaching becomes visible.
Students become readable.

Learning turns into signals.


3/
➠ why institutions want this
faster feedback
automated grading
performance clarity

Teachers save time.
Administrators gain insight.
Systems gain control.

Personalization sounds humane.
Optimization sounds efficient.

Both depend on defining ideal behavior.


4/
➠ where the tension lives
constant observation
psychological pressure
unequal access

Attention becomes a score.
Emotion becomes data.
Silence becomes compliance.

Urban schools accelerate.
Rural schools lag.

The gap widens quietly.


This is not about screens.
It’s about incentives.

What behavior gets rewarded.
What behavior gets flagged.
What behavior gets trained out.


Uncomfortable questions worth sitting with

▶ who defines attention
▶ who owns the data
▶ who audits the system
▶ who protects the child


//

Repost this ⇄

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Source: Video via Alvin Foo

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Follow me for daily posts on emerging tech and growth: https://lnkd.in/gqzS_9Tf

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There has never been a better time in history to start…
…here’s why:
⤵

The ground is shaking. That’s your signal.

When everything feels unstable, most people freeze.

Founders shouldn’t.

Volatility is not a warning sign.
It’s a starting gun.

And right now, the clock speed of entire industries is accelerating.


1/
➠ The clock just changed

➝ AI is compressing industry timelines
↳ Code is being commoditized
↳ Workflows are being rebuilt
↳ Old playbooks are breaking

This is not a feature update.

It is a pace reset.

When the speed of progress increases, anything built for the old tempo becomes friction. And friction kills incumbents.


2/
➠ Speed beats size

➝ Big companies have scale and capital
↳ But they iterate slowly
↳ Layers slow decisions
↳ Legacy resists change

When experimentation becomes cheap, scale stops being the ultimate advantage.

If code is generated on demand…
If products can be rebuilt overnight…
If testing costs close to zero…

Then iteration becomes leverage.

Startups win because they:

➝ Move quickly
↳ Test constantly
↳ Pivot fast
↳ Ship daily

In a fast clock cycle, speed compounds.


3/
➠ The shake-up is the setup

➝ Markets feel unstable
↳ Business models feel exposed
↳ Assumptions feel fragile
↳ Certainty feels gone

Good.

Everyone is facing the same disruption.

But not everyone will respond with urgency.

When the clock cycle shifts this dramatically, startups almost always win.

Not because they are smarter.

Because they are faster.

And we have never seen the ground shake like this before.

So the better question is not,
“What happens to my industry?”

It is,
“How fast can I rebuild within it?”

▶ What if instability is the advantage?
▶ What if scale is slowing you down?
▶ What if caution is the real risk?
▶ What if this is your window?


//

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Source: Sam Altman via @‌multiprenur

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A new Silicon Valley startup just crossed $10B.
Its product? Your profession.
⤵
 
Knowledge used to be power.

Now it’s data.

Training material.

Expertise turned algorithms.
 
And your Stanford PhD?
Training the system that replaces themselves:


1/
➠ AI Progress Is Human-Led

➝ Experts identify model mistakes
↳ They measure them precisely
↳ They create scoring rubrics
↳ They reinforce better outputs

AI doesn’t improve by magic.

It improves because professionals teach it how.

And that raises the obvious question.


2/
➠ Are They Training Their Replacements?

➝ Yes
↳ In structured workflows
↳ At scale
↳ For speed

Entire professions are being distilled into repeatable logic.
But here’s the nuance.


3/
➠ What Actually Gets Replaced

➝ Pattern-based decisions
↳ Documentation
↳ Analysis
↳ Predictable judgment

What remains is harder to codify.


4/
➠ What Stays Human

➝ Context
↳ Ethics
↳ Empathy
↳ Accountability

The question is not whether AI will replace knowledge workers

The question is
▶ which parts of your expertise are defensible?
▶ Are you building skills that scale with AI?
▶ Or tasks that get absorbed by it?

 
//

Repost this ⇄

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Source: https://lnkd.in/dsetVE5e

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How Valentine’s Day Became a 27 Billion Dollar Machine:
⤵

Most think it is about love

It is about systems

A fixed date
A rewritten narrative
Scaled production
Engineered expectation
Algorithmic amplification


1/
➠ From martyr to marketing moment

➝ A third century execution fixed February 14 in the calendar
↳ Repetition made it permanent

➝ Mid February rituals already normalized pairing
↳ Symbolism accelerated adoption

➝ Medieval poets reframed the date as romance
↳ Story changed behavior

Calendar created attention

Culture reassigned meaning


2/
➠ Printing made emotion scalable

➝ Rising literacy normalized written affection
↳ Emotion moved through paper

➝ Industrial printing reduced cost and increased reach
↳ Romance became repeatable

➝ Ornate cards turned feelings into products
↳ Inventory replaced intimacy

Standardization creates category

Category creates market


3/
➠ Corporations engineered expectation

➝ Heart shaped chocolate linked product with romance
↳ Packaging signaled love

➝ National card distribution normalized participation
↳ Not giving stood out

➝ Diamonds equaled permanence
↳ Price became proof

Demand was shaped

Obligation outperformed spontaneity


4/
➠ Media amplified pressure

➝ Income growth expanded spending power
↳ More joined

➝ Television broadcast idealized romance
↳ Comparison intensified

➝ Hollywood globalized expectations
↳ Pressure scaled

Private ritual became public signal


5/
➠ Algorithms optimized monetization

➝ Prix fixe menus increased margins
↳ Scarcity sold

➝ Bundled experiences raised spending
↳ Upselling normalized

➝ Social media amplified visibility
↳ Silence implied neglect

➝ One click purchasing removed friction
↳ Data timed emotion

Trigger

Campaign

Purchase

Signal


6/
➠ Why 27 billion is predictable

➝ Broad participation multiplies volume
↳ Spending compounds

➝ Stacked categories inflate totals
↳ Averages rise

➝ Luxury anchors raise baseline
↳ Expectations escalate

➝ Skipping feels risky
↳ Compliance wins

Seven centuries of reinforcement

One predictable outcome

Culturally enforced consumption ritual

What if fewer participated

Proof without price

Opt out

Choice

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